{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6c024fd4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:12:31.898147Z",
     "iopub.status.busy": "2026-06-19T08:12:31.897924Z",
     "iopub.status.idle": "2026-06-19T08:12:37.240690Z",
     "shell.execute_reply": "2026-06-19T08:12:37.239883Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import brainmass\n",
    "import brainstate\n",
    "import brainunit as u\n",
    "import jax.numpy as jnp\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "brainstate.random.seed(0)\n",
    "brainstate.environ.set(dt=0.1 * u.ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "224c071a",
   "metadata": {},
   "source": [
    "# Harmonic Oscillator Recurrent Network (HORN)\n",
    "\n",
    "**HORN** is a recurrent network of damped, driven harmonic oscillators used as a trainable dynamical reservoir / sequence model. Each unit is a second-order oscillator with position $x$ and velocity $y$,\n",
    "\n",
    "$$\\ddot x + \\gamma\\,\\dot x + \\omega^2 x = \\alpha\\,\\phi(\\text{input} + \\text{recurrent}),$$\n",
    "\n",
    "so the network embeds inputs into a bank of coupled resonators. Stacked as `HORNSeqLayer` / `HORNSeqNetwork`, it can be trained on sequence tasks (see the *Training on tasks* tutorial). Here we drive a single `HORNStep` layer and watch its oscillatory hidden state.\n",
    "\n",
    "**Reference:** Effenberger, Carvalho, Jain et al. (2025), *A biology-inspired recurrent oscillator network for computations in high-dimensional state space* (HORN), bioRxiv."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45463ab5",
   "metadata": {},
   "source": [
    "## Build the model\n",
    "\n",
    "A single HORN layer with `in_size = 16` oscillatory units. We raise `alpha` to make the response visibly oscillatory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2285f672",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:12:37.243294Z",
     "iopub.status.busy": "2026-06-19T08:12:37.242859Z",
     "iopub.status.idle": "2026-06-19T08:12:37.262777Z",
     "shell.execute_reply": "2026-06-19T08:12:37.262113Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "HORNStep(\n",
       "  in_size=(16,),\n",
       "  out_size=(16,),\n",
       "  alpha=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0.3, dtype=float32)\n",
       "  ),\n",
       "  omega=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0.22439948, dtype=float32)\n",
       "  ),\n",
       "  gamma=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0.01, dtype=float32)\n",
       "  ),\n",
       "  v=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0., dtype=float32)\n",
       "  ),\n",
       "  x_init=Constant(value=0.0),\n",
       "  y_init=Constant(value=0.0)\n",
       ")"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "node = brainmass.HORNStep(in_size=16, alpha=0.3)\n",
    "node"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a92f035f",
   "metadata": {},
   "source": [
    "## Run a simulation\n",
    "\n",
    "We drive the layer with a brief input pulse and let it ring down — a sequence model's impulse response. `HORNStep.update(inputs)` takes one positional input, so we provide it via the `Simulator`'s `inputs` callable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9ac4c9b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:12:37.265122Z",
     "iopub.status.busy": "2026-06-19T08:12:37.264927Z",
     "iopub.status.idle": "2026-06-19T08:12:37.392864Z",
     "shell.execute_reply": "2026-06-19T08:12:37.391897Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1200, 16)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def pulse(i, t):\n",
    "    on = (t >= 5. * u.ms) & (t < 8. * u.ms)\n",
    "    return jnp.where(on, 1.0, 0.0) * jnp.ones((16,))\n",
    "\n",
    "sim = brainmass.Simulator(node, dt=0.1 * u.ms)\n",
    "res = sim.run(120. * u.ms, inputs=pulse, monitors=['x', 'y'])\n",
    "res['x'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28d9cb66",
   "metadata": {},
   "source": [
    "## Visualize\n",
    "\n",
    "Left: the position state of a few units ringing after the pulse. Right: a position-velocity phase portrait of one unit spiraling toward rest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6db8b643",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:12:37.395848Z",
     "iopub.status.busy": "2026-06-19T08:12:37.395489Z",
     "iopub.status.idle": "2026-06-19T08:12:37.655806Z",
     "shell.execute_reply": "2026-06-19T08:12:37.655055Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n",
    "brainmass.viz.plot_timeseries(res['x'][:, :4], ts=res['ts'], ax=axes[0])\n",
    "axes[0].set_title('HORN hidden state (4 units)')\n",
    "brainmass.viz.plot_phase_portrait(res['x'][:, 0], res['y'][:, 0], ax=axes[1])\n",
    "axes[1].set_xlabel('x'); axes[1].set_ylabel('y')\n",
    "axes[1].set_title('Damped oscillation (unit 0)')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33f96599",
   "metadata": {},
   "source": [
    "## Try it: vary the damping `gamma`\n",
    "\n",
    "More damping makes the impulse response decay faster (shorter memory); less damping lets the oscillators ring longer. The sequence-model variants `HORNSeqLayer` and `HORNSeqNetwork` stack these units and add trainable input/recurrent/output weights — see {doc}`/tutorials/08_training_on_tasks`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f743ba2f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:12:37.658079Z",
     "iopub.status.busy": "2026-06-19T08:12:37.657858Z",
     "iopub.status.idle": "2026-06-19T08:12:38.015389Z",
     "shell.execute_reply": "2026-06-19T08:12:38.014597Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "for gamma in [0.005, 0.02, 0.08]:\n",
    "    m = brainmass.HORNStep(in_size=16, alpha=0.3, gamma=gamma)\n",
    "    r = brainmass.Simulator(m, dt=0.1 * u.ms).run(120. * u.ms, inputs=pulse,\n",
    "                                                  monitors=['x'])\n",
    "    ax.plot(u.get_magnitude(r['ts']), u.get_magnitude(r['x'])[:, 0],\n",
    "            label=f'gamma = {gamma}')\n",
    "ax.set_xlabel('time (ms)'); ax.set_ylabel('x (unit 0)'); ax.legend()\n",
    "ax.set_title('Damping controls memory length')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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